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    "# What's new in version 2.4.2\n",
    "\n",
    "## New\n",
    "\n",
    "### [Guides](../)\n",
    "* Numerous updates to use *Folder.add()* for adding items and updating *map* methods\n",
    "* [Editing](../)\n",
    "  * [Branch Versioning](../)\n",
    "    * [Working with Branch Versioning](../guide/working-with-branch-versioning/)  \n",
    "* [Deep Learning](../)\n",
    "  * [3D Computer Vision](../)\n",
    "    * [Point cloud object detection using SECOND](../guide/point-cloud-object-detection-using-second)\n",
    "    * [Point cloud classification using Point Transformer](../guide/point-cloud-classification-using-point-transformer/)\n",
    "* [Content Management](../)\n",
    "  * **Note:** Available since July '25\n",
    "    * [Cloning via Offline Backups](../guide/offline-cloning-backups/)\n",
    "    * [Working with Item Dependencies and Data Sources](../guide/itemgraph-and-remap-data/)\n",
    "\n",
    "  \n",
    "### [Samples](/python/samples/)\n",
    "* Numerous updates to use *Folder.add()* for adding items and updating *map* methods\n",
    "* [Org Administrators](/python/samples)\n",
    "  *  **Note:** Available since July '25\n",
    "    * [Working with an Organization-Wide Dependency Graph](/python/latest/samples/org-wide-dependency-graph/)\n",
    "* [Deep Learning](/python/samples)\n",
    "  * [2D Computer Vision](/python/samples)\n",
    "    * [Object Detection](/python/samples)\n",
    "      * [Detecting airplanes in satellite imagery using deep learning](/python/latest/samples/detecting-airplanes-on-satellite-imagery-using-deep-learning/) \n",
    "  * [Tabular Data Forecasting](/python/samples)\n",
    "    * [Leveraging TabPFN for Human Activity Recognition Using Mobile Dataset](/python/latest/samples/classifying-human-activity-using-tabPFN-classifier) \n",
    "\n",
    "### Module Changes\n",
    "\n",
    "#### [`arcgis.gis`](/python/api-reference/arcgis.gis.toc.html)\n",
    "* **New Classes:**\n",
    "  * [`Job`](/python/latest/api-reference/arcgis.gis.toc.html#job)\n",
    "    * Adds documentation for class as it is return type for [Folder.add()](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis._impl._content_manager.Folder.add) method  \n",
    "* [`GIS`](/python/api-reference/arcgis.gis.toc.html#gis)\n",
    "  * ENH-000155803 - Adds support for initializing users configured for multifactor authentication\n",
    "  * Fixes performance issue with internal session objects created unnecessarily during initialization\n",
    "  * [`notebook_server`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.GIS.notebook_server)\n",
    "    * Adds support for ArcGIS Enterprise on Kubernetes\n",
    "* [`User`](/python/api-reference/arcgis.gis.toc.html#user)\n",
    "  * **New properties:**\n",
    "    * [`resources`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.User.resources) - initializes a *ResourceManager* object for *user*\n",
    "  * [`update()`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.User.update)\n",
    "    * Adds support for clearing *tags* by setting value to empty list or string\n",
    "* [`UserManager`](/python/api-reference/arcgis.gis.toc.html#usermanager)\n",
    "  * [`create()`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.UserManager.create)\n",
    "    * **New parameters:**\n",
    "      * *use_defaults*     \n",
    "* [`ContentManager`](/python/api-reference/arcgis.gis.toc.html#contentmanager)\n",
    "  * [`clone_items()`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.ContentManager.clone_items)\n",
    "    * Modifies internal operations when cloning *Dashboard* item types to improve performance \n",
    "* [`ItemTypeEnum`](/python/latest/api-reference/arcgis.gis.toc.html#itemtypeenum)\n",
    "  * Adds support for:\n",
    "    * `MOBILE_BASEMAP_PACKAGE`\n",
    "    * `MOBILE_MAP_PACKAGE`\n",
    "* [`Folders`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis._impl._content_manager.Folders)\n",
    "  * [`get()`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis._impl._content_manager.Folders.get)\n",
    "    * Adds ability for empty string to return the *Root Folder* just as *None* does \n",
    "* [`Folder`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis._impl._content_manager.Folder)\n",
    "  * [`add()`](https://next.gha.afd.arcgis.com/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis._impl._content_manager.Folder.add)\n",
    "    * Adds documentation link to resulting [Job](/python/latest/api-reference/arcgis.gis.toc.html#job) object\n",
    "* [`OfflineContentManager`](/python/latest/api-reference/arcgis.gis.toc.html#offlinecontentmanager)\n",
    "  * [`import_content()`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.OfflineContentManager.import_content)\n",
    "    * **New parameters:**\n",
    "      * *item_mapping* - Adds support for mapping content in the export package to content already in the target deployment \n",
    "      * *search_existing_items* - Adds support for choosing whether to search for items previously imported and use them instead of cloning    \n",
    "\n",
    "#### [`arcgis.gis.admin`](/python/api-reference/arcgis.gis.admin.html#)\n",
    "* **New Classes:**\n",
    "  * [`AboutManager`](/python/latest/api-reference/arcgis.gis.admin.html#aboutmanager)\n",
    "    * Provides information about each component that comprises an ArcGIS Enterprise deployment\n",
    "      * Allows for high-level and in-depth inspection of each compenent. See [About](/rest/enterprise-administration/portal/about/) for full description of information available.\n",
    "  * Adds support for defining the scope of a token (see [Access tokens](/documentation/security-and-authentication/reference/access-tokens/) for detailed information):\n",
    "    * [`DeveloperCredentialManager`](/python/latest/api-reference/arcgis.gis.admin.html#developercredentialmanager)\n",
    "    * [`DeveloperCredential`](/python/latest/api-reference/arcgis.gis.admin.html#arcgis.gis.admin._stokenmgr.DeveloperCredential)\n",
    "    * [`TokenPrivilege`](/python/latest/api-reference/arcgis.gis.admin.html#tokenprivilege)  \n",
    "* [`AGOLAdminManager`](/python/latest/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.AGOLAdminManager)\n",
    "  * **New properties:**\n",
    "    * [`developer_credentials`](/python/latest/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.AGOLAdminManager.developer_credentials)  \n",
    "* [`PortalAdminManager`](/python/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.PortalAdminManager)\n",
    "  * **New properties:**\n",
    "    * [`developer_credentials`](/python/latest/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.PortalAdminManager.developer_credentials) \n",
    "    * [`about`](/python/latest/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.PortalAdminManager.about)\n",
    "      * Adds property to provide access to new [`AboutManager`](/python/latest/api-reference/arcgis.gis.admin.html#aboutmanager) for *ArcGIS Enterprise*  \n",
    "* [`UX`](/python/api-reference/arcgis.gis.admin.html#ux)\n",
    "  * [`MapSettings`](/python/latest/api-reference/arcgis.gis.admin.html#mapsettings)\n",
    "    * **New properties:**\n",
    "      * [`basemap_gallery_3d_group`](/python/latest/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.MapSettings.basemap_gallery_3d_group) \n",
    "      * [`default_3d_basemap`](/python/latest/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.MapSettings.default_3d_basemap)   \n",
    "* [`Kubernetes`](/python/latest/api-reference/arcgis.gis.admin.html#kubernetes)\n",
    "  * **New Classes**\n",
    "    * [`HealthCheckManager`](/python/latest/api-reference/arcgis.gis.admin.html#healthcheckmanager)\n",
    "    * [`SuitesManager`](/python/latest/api-reference/arcgis.gis.admin.html#suitesmanager)\n",
    "    * [`Suite`](/python/latest/api-reference/arcgis.gis.admin.html#suite)\n",
    "    * [`ReportManager`](/python/latest/api-reference/arcgis.gis.admin.html#reportmanager)\n",
    "    * [`Report`](/python/latest/api-reference/arcgis.gis.admin.html#report)\n",
    "    * [`ReportJob`](/python/latest/api-reference/arcgis.gis.admin.html#reportjob)\n",
    "  * [`SystemManager`](/python/latest/api-reference/arcgis.gis.admin.html#systemmanager)\n",
    "    * **New properties:**\n",
    "      * [`container_images`](/python/latest/api-reference/arcgis.gis.admin.html#arcgis.gis.kubernetes.SystemManager.container_images)\n",
    "        * Adds support for getting the list of images that have been used to deploy applications\n",
    "* [`System`](/python/latest/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.System)\n",
    "  * **New methods:** \n",
    "    * [`mismatch()`](/python/latest/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.System.mismatch)\n",
    "      *  Adds support to monitor status of content between the system database and the indexing service\n",
    "* [`LicenseManager`](/python/latest/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.LicenseManager)\n",
    "  * **New properties:**\n",
    "    * [`expired_licenses`](/python/latest/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.LicenseManager.expired_licenses)\n",
    "      * **BUG-000178039** - Removes error messages related to expired licenses or Marketplace licenses by creating list\n",
    "* [`SSLCertificates`](/python/latest/api-reference/arcgis.gis.admin.html#sslcertificates)\n",
    "  * [`import_server_certificate()`](/python/latest/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.SSLCertificates.import_server_certificate)\n",
    "    * **New parameters**\n",
    "      * *import_chain*      \n",
    "\n",
    "#### [`arcgis.gis.agonb`](/python/api-reference/argcis.gis.agonb.html)\n",
    "* [`AGOLNotebookManager`](/python/latest/api-reference/arcgis.gis.agonb.html#agolnotebookmanager)\n",
    "  * **New properties:**\n",
    "    * [`data_access`](/python/latest/api-reference/arcgis.gis.agonb.html#arcgis.gis.agonb.AGOLNotebookManager.data_access)\n",
    "      * Adds support for workspace management to *ArcGIS Noteboooks* in *ArcGIS Online* \n",
    "* [`ContainerManager`](/python/latest/api-reference/arcgis.gis.agonb.html#containermanager)\n",
    "  * [`start()`](/python/latest/api-reference/arcgis.gis.agonb.html#arcgis.gis.agonb.ContainerManager.start)\n",
    "    * Updates method to run asynchronously\n",
    "\n",
    "#### [`arcgis.gis.nb`](/python/api-referencxe/arcgis.gis.nb.html)\n",
    "* **New classes:**\n",
    "  * [`NotebookFolder`](/python/latest/api-reference/arcgis.gis.nb.html#notebookfolder) \n",
    "* **New enumerations:**\n",
    "  * [`DATAACCESSTYPE`](/python/latest/api-reference/arcgis.gis.nb.html#dataaccesstype)\n",
    "    * Options for *get()* method to return either *NoteboookFolder* or *NotebookFile* object\n",
    "* [`NotebookDataAccess`](/python/latest/api-reference/arcgis.gis.nb.html#arcgis.gis.nb._dataaccess.NotebookDataAccess)\n",
    "  * Adds support for *notebooks* on ArcGIS Enterprise for Kubernetes \n",
    "  * **New methods:**\n",
    "    * [`get()`](/python/latest/api-reference/arcgis.gis.nb.html#arcgis.gis.nb._dataaccess.NotebookDataAccess.get)\n",
    "    * [`get_workspace()`](/python/latest/api-reference/arcgis.gis.nb.html#arcgis.gis.nb._dataaccess.NotebookDataAccess.get_workspace)\n",
    "    * [`transfer()`](/python/latest/api-reference/arcgis.gis.nb.html#arcgis.gis.nb._dataaccess.NotebookDataAccess.transfer)\n",
    "  * **New properties:**\n",
    "    * [`folders`](/python/latest/api-reference/arcgis.gis.nb.html#arcgis.gis.nb._dataaccess.NotebookDataAccess.folders)  \n",
    "  * **Deprecated members:**\n",
    "    * [`create_folder()`](/python/latest/api-reference/arcgis.gis.nb.html#arcgis.gis.nb._dataaccess.NotebookDataAccess.create_folder)\n",
    "    * [`files`](/python/latest/api-reference/arcgis.gis.nb.html#arcgis.gis.nb._dataaccess.NotebookDataAccess.files)\n",
    "    * [`upload()`](/python/latest/api-reference/arcgis.gis.nb.html#arcgis.gis.nb._dataaccess.NotebookDataAccess.upload) \n",
    "* [`NotebookFile`](/python/latest/api-reference/arcgis.gis.nb.html#arcgis.gis.nb._dataaccess.NotebookFile)\n",
    "  * **New methods:**\n",
    "    * [`delete()`](/python/latest/api-reference/arcgis.gis.nb.html#arcgis.gis.nb._dataaccess.NotebookFile.delete)\n",
    "    * [`move()`](/python/latest/api-reference/arcgis.gis.nb.html#arcgis.gis.nb._dataaccess.NotebookFile.move)\n",
    "    * [`rename()`](/python/latest/api-reference/arcgis.gis.nb.html#arcgis.gis.nb._dataaccess.NotebookFile.rename)\n",
    "    * [`transfer()`](/python/latest/api-reference/arcgis.gis.nb.html#arcgis.gis.nb._dataaccess.NotebookFile.transfer)\n",
    "  * **New properties:**\n",
    "    * [`name`](/python/latest/api-reference/arcgis.gis.nb.html#arcgis.gis.nb._dataaccess.NotebookFile.name)\n",
    "  * **Deprecated members:**\n",
    "    * [`erase()`](/python/latest/api-reference/arcgis.gis.nb.html#arcgis.gis.nb._dataaccess.NotebookFile.erase)   \n",
    "\n",
    "     \n",
    "#### [`arcgis.gis.workflowmanager`](/python/api-reference/arcgis.gis.workflowmanager.html)\n",
    "* [`WorkflowManager`](/python/api-reference/arcgis.gis.workflowmanager.html#workflowmanager)\n",
    "  * **New properties:**\n",
    "    * [`user_settings`](/python/latest/api-reference/arcgis.gis.workflowmanager.html#arcgis.gis.workflowmanager.WorkflowManager.user_settings)  \n",
    "* [`WorkflowManagerAdmin`](python/latest/api-reference/arcgis.gis.workflowmanager.html#arcgis.gis.workflowmanager.WorkflowManagerAdmin)\n",
    "  * Adds ability to manage configuration asynchronously \n",
    "  * [`export_item()`](/python/latest/api-reference/arcgis.gis.workflowmanager.html#arcgis.gis.workflowmanager.WorkflowManagerAdmin.export_item) \n",
    "    * Adds support for generating a mapping file when exporting a configuration with new parameters\n",
    "      * *save_path*\n",
    "      * *export_mapping*\n",
    "\n",
    "#### [`arcgis.features`](/python/api-reference/arcgis.features.toc.html)\n",
    "* [`FeatureSet`](/python/api-reference/arcgis.features.toc.html#featureset)\n",
    "  * [`sdf`](/python/latest/api-reference/arcgis.features.toc.html#arcgis.features.FeatureSet.sdf)\n",
    "    * Improves initialization speed by updating internal checks for null geometry\n",
    "* [`FeatureLayer`](/python/latest/api-reference/arcgis.features.toc.html#arcgis.features.FeatureLayer)\n",
    "  * [`query()`](/python/latest/api-reference/arcgis.features.toc.html#arcgis.features.FeatureLayer.query)\n",
    "    * Improves internal processing when length of the request extends beyond 2000 characters     \n",
    "\n",
    "#### [`arcgis.features.managers`](/python/api-reference/arcgis.features.managers.html#)\n",
    "* [`ParcelFabricManager`](/python/api-reference/arcgis.features.managers.html#parcelfabricmanager)\n",
    "  * **New methods:**\n",
    "    * [`shrink_to_seed()`](/python/latest/api-reference/arcgis.features.managers.html#arcgis.features._parcel.ParcelFabricManager.shrink_to_seed)\n",
    "    * [`merge_parcel_points()`](/python/latest/api-reference/arcgis.features.managers.html#arcgis.features._parcel.ParcelFabricManager.merge_parcel_points)  \n",
    "* [`UtilityNetworkManager`](/python/api-reference/arcgis.features.managers.html#utilitynetworkmanager)\n",
    "  * Adds support for asynchronous processing on a number of methods, including `export_subnetwork`, `enable_topology`, `disable_topology`\n",
    "* [`VersionManager`](/python/api-reference/arcgis.features.managers.html#versionmanager)\n",
    "  * **New methods:**\n",
    "    * [`get_by_name()`](/python/latest/api-reference/arcgis.features.managers.html#arcgis.features._version.VersionManager.get_by_name)\n",
    "      * Improves peformance when searching for *versions* by name  \n",
    "\n",
    "#### [`arcgis.features.analyze_patterns`](/python/api-reference/arcgis.features.analyze_patterns.html)\n",
    "* [`find_outliers()`](/python/latest/api-reference/arcgis.features.analyze_patterns.html#arcgis.features.analyze_patterns.find_outliers)\n",
    "  * Updates *analysis_field* reference documentation parameter description to clarify requirement \n",
    "   \n",
    "#### [`arcgis.raster`](/python/api-reference/arcgis.raster.toc.html#)\n",
    "* **New Submodule:**\n",
    "  * [`arcgis.raster.realitymapping`](/python/latest/api-reference/arcgis.raster.realitymapping.html)\n",
    "    * Provides automation capabilities for functionality and concepts outlined in [Reality mapping documentation](https://pro.arcgis.com/en/pro-app/latest/help/data/imagery/reality-mapping-in-arcgis-pro.htm) \n",
    "\n",
    "#### [`arcgis.raster.analytics`](/python/api-reference/arcgis.raster.analytics.html#)\n",
    "* Removes deprecated functions from Table of Contents\n",
    "* [`manage_multidimensional_raster()`](/python/latest/api-reference/arcgis.raster.analytics.html#manage_multidimensional_raster)\n",
    "  * **New parameters:**\n",
    "    * *update_statistics*\n",
    "    * *update_transpose*  \n",
    "\n",
    "#### [`arcgis.raster.functions.RFT`](/python/latest/api-reference/arcgis.raster.functions.RFT.html)\n",
    "* Adds support for new *RFT* format for local functions\n",
    "  \n",
    "#### [`arcgis.geoenrichment`](/python/api-reference/arcgis.geoenrichment.html)\n",
    "* [`Country`](/python/api-reference/arcgis.geoenrichment.html#country)\n",
    "  * **New parameters:**\n",
    "    * *derivative_variables* - adds support for [derivative variables](/rest/geoenrichment/enrich/#addderivativevariables)  \n",
    "\n",
    "#### [`arcgis.geometry`](/python/api-reference/arcgis.geometry.html)\n",
    "* [`Geometry`](/python/latest/api-reference/arcgis.geometry.html#geometry)\n",
    "  * **New properties:**\n",
    "    * [`has_curves`](/python/latest/api-reference/arcgis.geometry.html#arcgis.geometry.Geometry.has_curves)  \n",
    "\n",
    "#### [`arcgis.map`](/python/api-reference/arcgis.map.toc.html)\n",
    "* [Common Classes (Map and Scene)](/python/api-reference/arcgis.map.toc.html#common-classes-map-and-scene)\n",
    "  * **New classes:**\n",
    "    * [`BasemapStylesService`](/python/api-reference/arcgis.map.toc.html#arcgis.map.BasemapStylesService)\n",
    "    * [`BasemapStyle`](/python/api-reference/arcgis.map.toc.html#arcgis.map.BasemapStyle)\n",
    "  * [`BasemapManager`](/python/api-reference/arcgis.map.toc.html#arcgis.map.map_widget.BasemapManager)\n",
    "    * **New properties:**\n",
    "      * [`basemap_styles_service`](/python/api-reference/arcgis.map.toc.html#arcgis.map.map_widget.BasemapManager.basemap_styles_service)\n",
    "  * **New enumeration:**\n",
    "    * [Basemap Styles Enumerations](/python/api-reference/arcgis.map.toc.html#basemap-styles-enumerations)\n",
    "      * [`BasemapStyleLanguage`](/python/api-reference/arcgis.map.toc.html#arcgis.map.BasemapStyle.language)\n",
    "      * [`BasemapStylePlace`](/python/api-reference/arcgis.map.toc.html#arcgis.map.BasemapStyle.place)\n",
    "      * [`BasemapStyleWorldview`](/python/api-reference/arcgis.map.toc.html#arcgis.map.BasemapStyle.language)\n",
    "  \n",
    "#### [`arcgis.apps`](/python/api-reference/arcgis.apps.html) \n",
    "* [`dashboard`](/python/api-reference/arcgis.apps.dashboard.html)\n",
    "  * Adds notification that submodule will be removed from the 2.4.3 release. Deprecated since release 2.1.0.\n",
    "* [`storymap`](/python/api-reference/arcgis.apps.storymap.html)\n",
    "  * [`MapTour`](/python/api-reference/arcgis.apps.storymap.html#maptour)\n",
    "    * Adds ability to read a *categorized* maps within a Map Tour StoryMap (no updating) \n",
    "  * [`Map`](/python/api-reference/arcgis.apps.storymap.html#map)\n",
    "    * **New methods:** \n",
    "      * [`update_map_layers()`](/python/api-reference/arcgis.apps.storymap.html#arcgis.apps.storymap.story_content.Map.update_map_layers)\n",
    "        * Adds support for setting layer visibility in maps\n",
    "  * [`Collection`](/python/latest/api-reference/arcgis.apps.storymap.html#collection)\n",
    "    * **New properties:**\n",
    "      * [`content_info`](/python/latest/api-reference/arcgis.apps.storymap.html#arcgis.apps.storymap.collection.Collection.content_info) \n",
    "    *  **New methods:**\n",
    "      * [`update_content_info()`](/python/latest/api-reference/arcgis.apps.storymap.html#arcgis.apps.storymap.collection.Collection.update_content_info)\n",
    "        *  Adds ability to set visibility of items in the *Collection*\n",
    "  * [`BriefingSlide`](/python/latest/api-reference/arcgis.apps.storymap.html#briefingslide)\n",
    "    * **New properties:**\n",
    "      * [`display-title`](/python/latest/api-reference/arcgis.apps.storymap.html#arcgis.apps.storymap.BriefingSlide.display_title)\n",
    "  * [`SlideLayout`](/python/latest/api-reference/arcgis.apps.storymap.html#slidelayout)\n",
    "    * **New values:**\n",
    "      * provides support for Flexible layouts to *Briefing Slide*\n",
    "        * `FLEXIBLE`\n",
    "        * `TITLELESSFLEXIBLE`\n",
    "  * [`Block`](/python/latest/api-reference/arcgis.apps.storymap.html#block)\n",
    "    * [`add_content()`](/python/latest/api-reference/arcgis.apps.storymap.html#arcgis.apps.storymap.story_content.Block.add_content)\n",
    "      * Adds `fit` as the default when adding *image* content to a briefing slide   \n",
    "    \n",
    "#### [`arcgis.learn`](/python/api-reference/arcgis.learn.toc.html)\n",
    "* Updates module to prevent future dependency Deprecation Warnings from printing upon import\n",
    "* **Dependency Changes:**\n",
    "  * Upgrade the *timm* dependency to *1.0.14*\n",
    "    * modifications to supported backbones for model initialization\n",
    "  * *Tensorflow* has been **removed** as a dependency from the *arcgis.learn* stack\n",
    "* Adds support for Satlas pretrained backbones to imagery models\n",
    "* Updates to formatting for better display of parameters in *ArcGIS Pro* dialogs\n",
    "* Adds optimization for finding learning rate (`lr_find()` methods)\n",
    "\n",
    "* [Data Preparation Methods](/python/api-reference/arcgis.learn.toc.html#data-preparation-methods)\n",
    "  * [`prepare_data()`](/python/api-reference/arcgis.learn.toc.html#prepare-data)\n",
    "    * Updates *dataset_type* documentation to indicate argument no longer required for data used with *WNet_cGAN* models \n",
    "* [Automated Machine Learning](/python/api-reference/arcgis.learn.toc.html#automated-machine-learning)\n",
    "  * [`AutoDL`](/python/api-reference/arcgis.learn.toc.html#autodl)\n",
    "    * Adds *mean intersection over union* as the accuracy metric for evaluating the best performing model for pixel classification\n",
    "* [Object Classification Models](/python/api-reference/arcgis.learn.toc.html#object-classification-models)\n",
    "  * [`FeatureClassifier`](/python/api-reference/arcgis.learn.toc.html#featureclassifier)\n",
    "    * Adds support for clay and dofa backbones for vision tasks such as object classification, detection, or pixel classification\n",
    "    * Adds support for GRAD-CAM for multi-label *RGB* and *Multispectral*, as well as single-label *Multispectral* data\n",
    "* [Object Detection Models](/python/api-reference/arcgis.learn.toc.html#object-detection-models)\n",
    "  * Adds support for clay backbones with vision transformer detection for improved performance to *FasterRCNN*, *MaskRCNN*, *SingleShotDetector*, *HEDEdgeDetector* and *DeepLab* models \n",
    "  * [`RetinaNet`](/python/api-reference/arcgis.learn.toc.html#retinanet)\n",
    "    * **New parameters:**\n",
    "      * Adds *keyword arguments* table with *wavelengths* parameter  \n",
    "* [Pixel Classification Models](/python/api-reference/arcgis.learn.toc.html#image-translation-models)\n",
    "  * **New models:**\n",
    "    * [`Hyperspectral3DRCNet`](/python/api-reference/arcgis.learn.toc.html#hyperspectral3drcnet) \n",
    "* [Image Translation Models](/python/api-reference/arcgis.learn.toc.html#image-translation-models)\n",
    "  * [`ImageCaptioner`](/python/api-reference/arcgis.learn.toc.html#imagecaptioner)\n",
    "    * Removes _fastext_ from model\n",
    "    * Removes option of `teacher_forcing` and `dropout` keys on *decoder_params* keyword argument \n",
    "* [Feature, Tabular, and Timeseries models](/python/api-reference/arcgis.learn.toc.html#feature-tabular-and-timeseries-models)\n",
    "  * [`MLModel`](/python/api-reference/arcgis.learn.toc.html#mlmodel)\n",
    "    * Adds support for encoding location attribute  \n",
    "    * [`fairness_score()`](/python/latest/api-reference/arcgis.learn.toc.html#arcgis.learn.AutoML.fairness_score)\n",
    "      * Adds documentation regarding support of binary classification only\n",
    "      * Updates documentation with parameter tables for initilization, *fairness_score()*, and *initialize_fair_model()*  \n",
    "  * [`TimeSeriesModel`](/python/api-reference/arcgis.learn.toc.html#timeseriesmodel)\n",
    "    * Adds support for the *TimeMoE* architecture \n",
    "* [Inferencing Methods](/python/api-reference/arcgis.learn.toc.html#inferencing-methods)\n",
    "  * [`classify_objects`](/python/api-reference/arcgis.learn.toc.html#classify-objects)\n",
    "    * Adds support to enable explainability map for multi-label *RGB* and *Multispectral*, as well as single-label *Multispectral* data \n",
    "  * [`Embeddings`](/python/api-reference/arcgis.learn.toc.html#embeddings)\n",
    "    * Adds support for encoding location attribute  \n",
    "* [Model Management](/python/api-reference/arcgis.learn.toc.html#model-management)\n",
    "  * [`train_model()`](/python/api-reference/arcgis.learn.toc.html#train-model)\n",
    "    * Adds support for multi-label *RGB* and *Multispectral*, as well as single-label *Multispectral* data\n",
    "   \n",
    "#### [`arcgis.datapipelines`](/python/latest/api-reference/arcgis.datapipelines.html)\n",
    "* **New documentation:**\n",
    "  * [`PipelineRun`](python/latest/api-reference/arcgis.datapipelines.html#pipelinerun)\n",
    "* [`run_data_pipeline()`](/python/latest/api-reference/arcgis.datapipelines.html#run-data-pipeline)\n",
    "  * Adds note about supported platform only being *ArcGIS Online*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77145505",
   "metadata": {},
   "source": [
    "## Fixes\n",
    "\n",
    "### [Guides](../)\n",
    "* [Deep Learning](../)\n",
    "  * [2D Computer Vision](../)\n",
    "    * [Other Imagery Topics](../)\n",
    "      * [How Image Captioning Works](../guide/how-image-captioning-works/) - removes trained embeddings from  \n",
    "* [Spatially enabled dataframe](../)\n",
    "  * [Visualizing](../guide/visualizing-data-with-the-spatially-enabled-dataframe/) - updates to *popup* rendering and initialization step\n",
    "  \n",
    "### [Samples](/python/samples/)\n",
    "* [Org Administrators](/python/samples)\n",
    "  * [Clone a group](/python/latest/samples/clone-a-group/) - Updates to how item is added \n",
    "* [Deep Learning](/python/samples)\n",
    "  * [2D Computer Vision](/python/samples)\n",
    "    * [Object Classification](/python/samples)\n",
    "      * [Feature Categorization using Satellite Imagery and Deep Learning](/python/latest/samples/feature-categorization-using-satellite-imagery-and-deep-learning/) - adds *GRAD-CAM* explainability mapping\n",
    "    * [Using Pre-trained Models](/python/samples)\n",
    "      * [Count Cars in Aerial Imagery Using Deep Learning](/python/latest/samples/count-cars-in-aerial-imagery-using-deep-learning/) - narrative updates, additional batch images, and display of time and chart for \n",
    "  * [3D Computer Vision](/python/samples)\n",
    "    *  Remove *Setting up the environment sections*:\n",
    "      * [Point cloud classification using PointCNN](/python/latest/guide/point-cloud-segmentation-using-pointcnn/) \n",
    "      * [Point cloud classification using RandLA-Net])python/latest/guide/point-cloud-classification-using-randlanet/)\n",
    "      * [Point cloud classification using SQN])python/latest/guide/point-cloud-classification-using-sqn/)\n",
    "\n",
    "### Module Changes\n",
    "\n",
    "#### [`arcgis.gis`](/python/api-reference/arcgis.gis.toc.html)\n",
    "* [`GIS`](/python/api-reference/arcgis.gis.toc.html#gis)\n",
    "  * Fixes issue when value entered for *url* argument had a trailing slash, it caused subsequent operations to fail with double slashes in the url\n",
    "  * [`notebook_server`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.GIS.notebook_server)\n",
    "    * Fixes issue with malformed urls when accessing *Notebook Server* configured for ArcGIS Enterprise on Kubernetes\n",
    "    * Fixes issue where blank list returned if server licensed as *Notebook Server* was licensed as other roles  \n",
    "* [`Item`](/python/api-reference/arcgis.gis.toc.html#item)\n",
    "  * Fixes issue where mosaic rule not recognized when rendering item in notebooks \n",
    "  * [`attachments_size`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.Item.attachments_size)\n",
    "    * Fixes issue where property returned None\n",
    "  * [`remap_data`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.Item.remap_data)\n",
    "    * Fixes permissions error when attempting to remap data in a cloned item\n",
    "  * [`publish()`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.Item.publish)\n",
    "    * Fixes issue where *spk* and *slpk* items failed to publish because request was not accommodating cache correctly\n",
    "    * Fixes issue where *tpk* items failed to publish layer content in *ArcGIS Online*\n",
    "    * Fixes issue on *spk* items where published output returns `Unable to access layer settings` message and does not render\n",
    "    * Fixes issue where *tpk* items failed to publish if *publish_parameters* argument provided but *build_initial_cache* is not\n",
    "  * [`create_tile_service()`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.Item.create_tile_service)\n",
    "    * Fixes `Job Failed` error when run on hosted feature layer item\n",
    "  * [`snapshots`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.Item.snapshots)\n",
    "    * Fixes `KeyError` caused by misspelling internally\n",
    "  * [`usage()`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.Item.usage)\n",
    "    * **BUG-000174862** - Fixes incorrect response on a hosted tile layer item       \n",
    "* [`ContentManager`](/python/api-reference/arcgis.gis.toc.html#contentmanager)\n",
    "  * [`clone_items()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.ContentManager.clone_items)\n",
    "    * **BUG-000172746** - Fixes issue when cloning hosted feature layers resulted in different item id for cloned feature service and cloned feature service\n",
    "    * **BUG-000176566** - Fixes issue when cloning a Dashboard with a category selector resulted in a dashboard whose category selector did not work\n",
    "    * **BUG-000176634** - Fixes \"Cannot open map\" error on cloned Dashboard if source Dashboard contained a Map Element in Mobile View\n",
    "    * **BUG-000174859** - Fixes issue with cloning *Survey123 Form* items multiple times in succession with *preserve_item_id=True*\n",
    "    * **BUG-000173240** - Fixes issue when cloning a folder with *Survey123 Form* item results in incorrect version changes in cloned form definition\n",
    "    * Fixes [**Public Repo Issue #2244**](https://github.com/Esri/arcgis-python-api/issues/2244) when cloning hosted feature layer items that had views created and no attibute domains\n",
    "    * Fixes issue where *WebExperience* and *StoryMap* urls were not formed correctly in target content\n",
    "    * Fixes [**Public Repo Issue #1835**](https://github.com/Esri/arcgis-python-api/issues/1835) where source code to check hosted Feature Layer *service* name and only create new one if identical service name is unavailable in target\n",
    "    * Fixes issue when cloning *Web Experience Template* item types and using the *preserve_item_id* argument not working\n",
    "    * **BUG-000178647** - Fixes issue of incorrectly updating the *sytleUrl* for vector tile layers when using the *item_mapping* argument to map between vector tile layers during clone of Web Map items\n",
    "  * [`replace_service()`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.ContentManager.replace_service)\n",
    "    * **BUG-000171239** - Updates reference documentation to indicate that the item *extent* is **always** updated to the replacement item's extent  \n",
    "* [`Folder`](/python/latest/api-reference/arcgis.gis.toc.html#folder)\n",
    "  * [`add()`](https://next.gha.afd.arcgis.com/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis._impl._content_manager.Folder.add)\n",
    "    * Fixes issue where item *tags* entered as strings were overwriting existing tags instead of updating\n",
    "    * **BUG-000176760** - Fixes return type documentation and internal code processing\n",
    "    * Fixes issue where *item_id* argument was not used properly on *ArcGIS Enterprise*\n",
    "* [`Group`](/python/api-reference/arcgis.gis.toc.html#group)\n",
    "  * [`update()`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.Group.update)\n",
    "    * **BUG-000174312** - Fixes issue where could not remove all the tags for a group\n",
    "* [`UserManager`](/python/api-reference/arcgis.gis.toc.html.#usermanager)\n",
    "  * [`create()`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.UserManager.create)\n",
    "    *  Fixes issue where *thumbnail* argument was not being read properly\n",
    "    *  Fixes issue in *ArcGIS Online* and *ArcGIS Enteprise for Kubernetes* where *group* argument was not recognized  \n",
    "* [`User`](/python/api-reference/arcgis.gis.toc.html#user)\n",
    "  * [`reassign_to()`](/python/api-reference/arcgis.gis.toc.html#arcgis.gis.User.reassign_to)\n",
    "    * **BUG-000177925** - Fixes issue where method returns *True* even for invalid *target_username* argument\n",
    "* [`OfflineContentManager`](/python/latest/api-reference/arcgis.gis.toc.html#offlinecontentmanager)\n",
    "  * [`export_items()`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.OfflineContentManager.export_items)\n",
    "    * Fixes issue with importing feature layer views that were created from feature layers sourced by a feature layer\n",
    "    * Fixes issue where *WebExperience* and *StoryMap* urls were malformed in imported content\n",
    "  * [`import_content()`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.OfflineContentManager.import_content)\n",
    "    * Updates missing documentation for *item_mapping* parameter\n",
    "* [`ItemProperties`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis._impl._dataclasses.ItemProperties)\n",
    "  * Fixes issue where the *categories* list was being converted to a string before sending request causing failure to upload categories correctly\n",
    "* [`ViewManager`](/python/latest/api-reference/arcgis.gis.toc.html#viewmanager)\n",
    "  * [`update()`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.ViewManager.update)\n",
    "    * Fixes issue where view was not updated with correct *ViewLayerDefParameter* object properties    \n",
    "\n",
    "#### [`arcgis.gis.admin`](/python/api-reference/arcgis.gis.admin.html)\n",
    "* [`Kubernetes`](/python/latest/api-reference/arcgis.gis.admin.html#kubernetes)\n",
    "  * [`DeploymentManager`](/python/latest/api-reference/arcgis.gis.admin.html#deploymentmanager)\n",
    "    * Adds missing documentation \n",
    "    * [`search()`](python/latest/api-reference/arcgis.gis.admin.html#arcgis.gis.kubernetes.DeploymentManager.search)\n",
    "      *  Fixes `AttributeError: 'NoneType' object has not attribute 'post'` error when calling method\n",
    "  * [`DeploymentProperty`](/python/latest/api-reference/arcgis.gis.admin.html#deploymentproperty)\n",
    "    * Adds missing documentation\n",
    "* [`SSLCertificates`](/python/latest/api-reference/arcgis.gis.admin.html#sslcertificates)\n",
    "  * [`update()`](/python/latest/api-reference/arcgis.gis.admin.html#arcgis.gis.admin.SSLCertificates.update)\n",
    "    * **BUG-000179071** - Fixes issue where missing information was not sent in request \n",
    "\n",
    "#### [`arcgis.gis.agonb`](/python/api-reference/arcgis.gis.agonb.html)\n",
    "* [`AGOLNotebookManager`](/python/latest/api-reference/arcgis.gis.agonb.html#agolnotebookmanager)\n",
    "  * [`snapshots`](/python/latest/api-reference/arcgis.gis.agonb.html#arcgis.gis.agonb.AGOLNotebookManager.snapshots)\n",
    "    * Corrects misspelling in documentation and internal code  \n",
    "\n",
    "#### [`arcgis.gis.nb`](/python/api-reference/arcgis.gis.nb.html)\n",
    "* [`MachineManager`](/python/latest/api-reference/arcgis.gis.nb.html#arcgis.gis.nb.MachineManager)\n",
    "  * [`delete_certificate()`](/python/latest/api-reference/arcgis.gis.nb.html#arcgis.gis.nb.Machine.delete_certificate)\n",
    "    * Fixes error with how the web request was sent to the server \n",
    "\n",
    "#### [`arcgis.gis.tasks`](/python/api-reference/arcgis.gis.tasks.html)\n",
    "* Fixes issue when getting `properties` for submodule objects\n",
    "* [`TaskManager`](/python/latest/api-reference/arcgis.gis.tasks.html#arcgis.gis.tasks.TaskManager)\n",
    "  * [`all`](python/latest/api-reference/arcgis.gis.tasks.html#arcgis.gis.tasks.TaskManager.all)\n",
    "    * Fixes `AttributeError: 'NoneType' object has not attribute id` when retrieving all tasks  \n",
    "\n",
    "#### [`arcgis.features`](/python/api-reference/arcgis.features.toc.html)\n",
    "* [`FeatureLayer`](/python/api-reference/arcgis.features.toc.html#featurelayer)       \n",
    "  * [`query()`](/python/api-reference/arcgis.features.toc.html#arcgis.features.FeatureLayer.query)\n",
    "    * Fixes performance issue when the *result_record_count* argument is larger than total number of features satistying query\n",
    "    * Fixes incorrect results when using *out_statistics* and *group_by_fields_for_statistics* arguments together\n",
    "    * Fixes Pydantic `ValidationError` when using a valid *order_by_fields* argument\n",
    "    * Fixes failure when using the *geometry_filter* argument and *url* for request exceeds 2000 characters\n",
    "* [`FeatureLayerCollection`](/python/latest/api-reference/arcgis.features.toc.html#featurelayercollection)\n",
    "  * Fixes issue where active gis was not being passed correctly into the initialization \n",
    "* [`Spatially Enabled DataFrame`](/python/api-reference/arcgis.features.toc.html#geoaccessor) (_GeoAccessor_)\n",
    "  * [`project()`](/python/api-reference/arcgis.features.toc.html#arcgis.features.GeoAccessor.project)\n",
    "    * Fixes failure to project data when spatial reference added as a dictionary\n",
    "    * **BUG-000178191** - Fixes failure to properly project data in environments that do not have *ArcPy*\n",
    "  * [`sr`](/python/latest/api-reference/arcgis.features.toc.html#arcgis.features.GeoAccessor.sr)\n",
    "    * Improves performance issue when setting value\n",
    "  * [`from_featureclass()`](/python/latest/api-reference/arcgis.features.toc.html#arcgis.features.GeoAccessor.from_featureclass)\n",
    "    * Fixes error when initializing object from *shapefile* item in ArcGIS Online\n",
    "    * Fixes error when *location* argument is an *arcpy.mp.Layer* object if layer's source is a web feature layer\n",
    "    * Fixes `KeyError` issue with *Shape_Length* and/or *Shape_Area*  columns processed incorrectly internally\n",
    "  * [`to_feature_collection()`](/python/latest/api-reference/arcgis.features.toc.html#arcgis.features.GeoAccessor.to_feature_collection)\n",
    "    * Fixes failure to render when new geometry is being set, for example rendering buffers of points\n",
    "  * [`compare()`](/python/latest/api-reference/arcgis.features.toc.html#arcgis.features.GeoAccessor.compare)\n",
    "    * **BUG-000177928** - Fixes *`TypeError`: '<' not supported between instances of 'Geometry' and 'Geometry'* when running method\n",
    "  * [`to_featureclass()`](/python/latest/api-reference/arcgis.features.toc.html#arcgis.features.GeoAccessor.to_featureclass)\n",
    "    * **BUG-000171047** - Fixes issue where resulting attribute data types did not match the source attribute data types\n",
    "  * [`to_table()`](/python/latest/api-reference/arcgis.features.toc.html#arcgis.features.GeoAccessor.to_table)\n",
    "    * Removes Pandas warning about *Series.dt.to_pydatteime()* \n",
    "\n",
    "#### [`arcgis.features.managers`](/python/api-reference/arcgis.features.managers.html) \n",
    "* [`FeatureLayerCollectionManager`](/python/api-reference/arcgis.features.managers.html#featurelayercollectionmanager)\n",
    "  * [`create_view()`](/python/latest/api-reference/arcgis.features.managers.html#arcgis.features.managers.FeatureLayerCollectionManager.create_view)\n",
    "    * Fixes issue in ArcGIS Online where interal ID value was not passed to request correctly \n",
    "* [`AttachmentManager`](/python/latest/api-reference/arcgis.features.managers.html#arcgis.features.managers.AttachmentManager)\n",
    "  * [`add()`](/python/latest/api-reference/arcgis.features.managers.html#arcgis.features.managers.AttachmentManager.add)\n",
    "    * **BUG-000174280** - Fixes issue when adding files larger than 10MB in *ArcGIS Enteprise 11.4 and 11.5* \n",
    "  * [`get_list()`](/python/latest/api-reference/arcgis.features.managers.html#arcgis.features.managers.AttachmentManager.get_list) \n",
    "    * Fixes [**Public Repo Issue #2269**](https://github.com/Esri/arcgis-python-api/issues/2269) where method did not return attachments from the correct version\n",
    "\n",
    "#### [`arcgis.raster`](/python/api-reference/arcgis.raster.toc.html)\n",
    "* [`ImageryLayer`](/python/api-reference/arcgis.raster.toc.html#imagerylayer)\n",
    "  * [`refresh_service()`](/python/api-reference/arcgis.raster.toc.html#arcgis.raster.ImageryLayer.refresh_service)\n",
    "    * Fixes `ValueError: The service is not stored on a system where it can be refreshed` for hosted imagery layer items\n",
    "\n",
    "#### [`raster.analytics`](/python/api-reference/arcgis.raster.analytics.html)\n",
    "* [`copy_raster()`](/python/api-reference/arcgis.raster.analytics.html#copy-raster)\n",
    "  * Fixes issue where if tool failed and an item existed with the *output_name* argument value, the previously existing item was deleted \n",
    "\n",
    "#### [`arcgis.raster.functions`](/python/api-reference/arcgis.raster.functions.html)\n",
    "* [`raster_collection_function()`](/python/latest/api-reference/arcgis.raster.functions.html#raster_collection_function)\n",
    "  * Fixes failure when using a *Process Raster Collection RFT* object in function\n",
    "\n",
    "#### [`arcgis.geoenrichment`](/python/api-reference/arcgis.geoenrichment.html)\n",
    "* [`Country()`](/python/api-reference/arcgis.geoenrichment.html#country)\n",
    "  * [`enrich`](/python/api-reference/arcgis.geoenrichment.html#arcgis.geoenrichment.Country.enrich)\n",
    "    * Fixes `RequestException` errors when using notebooks in *Notebook Server* with *IWA* authentication \n",
    "\n",
    "#### [`arcgis.geometry`](/python/api-reference/arcgis.geometry.html)\n",
    "* [`Geometry`](/api-reference/arcgis.geometry.html#geometry)\n",
    "  * [`as_shapely()`](/python/latest/api-reference/arcgis.geometry.html#arcgis.geometry.Geometry.as_shapely)\n",
    "    * Fixes [**Public Repo Issue #2211**](https://github.com/Esri/arcgis-python-api/issues/2211) where multipolygon features did not render properly\n",
    "  * [`is_multipart`](/python/latest/api-reference/arcgis.geometry.html#arcgis.geometry.Geometry.is_multipart)\n",
    "    * Fixes [**Public Repo Issue #2354**](https://github.com/Esri/arcgis-python-api/issues/2354) where property returned *False* when should return *True* \n",
    "\n",
    "#### [`arcgis.geometry.functions`](/python/latest/api-reference/arcgis.geometry.functions.html)\n",
    "* [`lengths()`](/python/latest/api-reference/arcgis.geometry.functions.html#lengths)\n",
    "  * Fixes [**Public Repo Issue #2325**](https://github.com/Esri/arcgis-python-api/issues/2325) and **BUG-000178221** - Clarifies documentation on data types required for the     *units* argument\n",
    "* [`buffer()`](/python/latest/api-reference/arcgis.geometry.functions.html#buffer)\n",
    "  * **BUG-000179671** Fixes `TypeError` when trying to get the *extent* of resulting geometries when inputs had curves  \n",
    "* [`intersect()`](/python/latest/api-reference/arcgis.geometry.functions.html#intersect)\n",
    "  * **BUG-000179297** Fixes `AttributeError: 'Polyline' object has no attribute 'paths'` when using geometry created with *curvePaths* \n",
    "\n",
    "#### [`arcgis.layers`](python/latest/api-reference/arcgis.layers.toc.html)\n",
    "* **Deprecated classes:**\n",
    "  * [`BasemapServices`](/python/latest/api-reference/arcgis.layers.toc.html#basemapservices)\n",
    "  * [`BasemapService`](/python/latest/api-reference/arcgis.layers.toc.html#basemapservice)\n",
    "* [Working with Map Service Layers](/python/latest/api-reference/arcgis.layers.toc.html#working-with-map-service-layers)\n",
    "  * [`EnterpriseVectorTileLayerManager`](/python/latest/api-reference/arcgis.layers.toc.html#enterprisevectortilelayermanager)\n",
    "    * Fixes **BUG-000177757** *`AttributeError:` 'Layer' object has no attribute stop* when calling [`stop()`](/python/latest/api-reference/arcgis.layers.toc.html#arcgis.layers.EnterpriseVectorTileLayerManager.stop), [`edit()`](/python/latest/api-reference/arcgis.layers.toc.html#arcgis.layers.EnterpriseVectorTileLayerManager.edit). or [`start()`](/python/latest/api-reference/arcgis.layers.toc.html#arcgis.layers.EnterpriseVectorTileLayerManager.start) methods\n",
    "* [Working with OGC Layers](/python/latest/api-reference/arcgis.layers.toc.html#working-with-ogc-layers)\n",
    "  * Provides support for both Esri OGC and non-Esri OGC collections\n",
    "  * Updates classes for modern OGC formats \n",
    "  * Fixes [**Public Repo Issue #2304**](https://github.com/Esri/arcgis-python-api/issues/2304) where internal *assert* statements blocked initialization of objects from valid OGC servers      \n",
    "\n",
    "#### [`arcgis.map`](/python/api-reference/arcgis.map.toc.html)\n",
    "* [Map Classes](/python/latest/api-reference/arcgis.map.toc.html#map-classes)\n",
    "  * [`MapContent`](/python/latest/api-reference/arcgis.map.toc.html#arcgis.map.map_widget.MapContent)\n",
    "    * [`add()`](/python/latest/api-reference/arcgis.map.toc.html#arcgis.map.map_widget.MapContent.add)\n",
    "      * Fixes issue where mosaic rules were not recognized when rendering item   \n",
    "\n",
    "#### [`arcgis.apps`](/python/api-reference/arcgis.apps.html)\n",
    "* [`storymap`](/python/api-reference/arcgis.apps.storymap.html)\n",
    "  * [`Storymap`](/python/api-reference/arcgis.apps.storymap.html#storymap)\n",
    "    * [`credits()`](/python/api-reference/arcgis.apps.storymap.html#arcgis.apps.storymap.story.StoryMap.credits)\n",
    "      * Fixes issue where credits would display in the wrong position relative to heading and description \n",
    "* [`itemgraph`](/python/latest/api-reference/arcgis.apps.itemgraph.html)\n",
    "  * [`create_dependency_graph()`](/python/latest/api-reference/arcgis.apps.itemgraph.html#create-dependency-graph)\n",
    "    * Fixes issue where method included items from outside organization when it should not\n",
    "  * [`load_from_file()`](/python/latest/api-reference/arcgis.apps.itemgraph.html#arcgis.apps.itemgraph.load_from_file)\n",
    "    * Fixes intermittent 403 errors so that operation completes even broken items exist within the file   \n",
    "* [`survey123`](/python/latest/api-reference/arcgis.apps.survey123.html)\n",
    "  * [`Survey`](/python/latest/api-reference/arcgis.apps.survey123.html#survey)\n",
    "    * [`publish()`](/python/latest/api-reference/arcgis.apps.survey123.html#arcgis.apps.survey123.Survey.publish)\n",
    "      * Fixes 400 Error regarding invalid definitions for *EditorTrackingInfo* when publishing a new survey\n",
    "      * Fixes error when publishing across multiple organizations\n",
    "    * [`generate_report()`](/python/latest/api-reference/arcgis.apps.survey123.html#arcgis.apps.survey123.Survey.generate_report)\n",
    "      * **BUG-000179345** - Fixes issue where running method once works, but running after that returns *None*\n",
    "\n",
    "#### [`arcgis.learn`](/python/api-reference/arcgis.learn.toc.html)\n",
    "* Fixes documentiaon error on `load()` method of various models that incorrectly stated paths to *DLPK* files could be used\n",
    "* Fixes incorrect warning message to install older version of *gdal*\n",
    "* Handles the `ImageSpaceUsed` key in Esri model definition files for test-time augmentation operations\n",
    "* [Data Preparation Methods](/python/api-reference/arcgis.learn.toc.html#data-preparation-methods)\n",
    "  * [`prepare_data()`](/python/api-reference/arcgis.learn.toc.html#prepare-data)\n",
    "    * Fixes `AttributeError module 'numpy' has no attribute 'product'` for 3D *dataset_type* arguments \n",
    "  * [`estimate_batch_size()`](/python/latest/api-reference/arcgis.learn.toc.html#estimate-batch-size)\n",
    "    * Fixes performance issues with CPU/RAM in *eval* mode \n",
    "* [Automated Machine Learning](/python/api-reference/arcgis.learn.toc.html#automated-machine-learning)\n",
    "  * [`AutoML`](/python/api-reference/arcgis.learn.toc.html#automl)\n",
    "    * Fixes error when training using *explanatory_variables* or *variable_predict*\n",
    "    * [`predict()`](/python/latest/api-reference/arcgis.learn.toc.html#arcgis.learn.AutoML.predict)\n",
    "      * Fixes issue where list of importance factors included indirect variables when setting name for output importance table\n",
    "      * Fixes `Exception` when used with a trained model using a multimodal image and text combined with location embeddings\n",
    "      * Fixes `TypeError` when model initialized using *from_model()* on older models\n",
    "      * Fixes execution error resulting from failure to get predictions from a trained model because of Pandas *NA* values\n",
    "  * [`ImageryModel`](/python/api-reference/arcgis.learn.toc.html#imagerymodel)\n",
    "    * [`load(()`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.ImageryModel.load)\n",
    "      * Fixes `FileNotFoundError` when when using a *dlpk* and *databunch* object \n",
    "* [Object Classification Models](/python/api-reference/arcgis.learn.toc.html#object-classification-models)\n",
    "  * [`FeatureClassifier`](/python/api-reference/arcgis.learn.toc.html#featureclassifier)\n",
    "    * Fixes `TypeError` about keyword argument `default_cfg` when initializing object using *hf* backbones\n",
    "    * [`transformer_backbones()`](/python/latest/api-reference/arcgis.learn.toc.html#arcgis.learn.FeatureClassifier.transformer_backbones)\n",
    "      * Fixes situation where only `timm` backbones were being returned\n",
    "    * [`show_results()`](/python/latest/api-reference/arcgis.learn.toc.html#arcgis.learn.FeatureClassifier.show_results)\n",
    "      * Fixes `IndexError` when using *gradcam* and *rows* argument exceeds the *batch_size* of the data used to initialize the model before training  \n",
    "* [Object Detection Models](/python/api-reference/arcgis.learn.toc.html#object-detection-models)\n",
    "  * [`SingleShotDetector`](/python/api-reference/arcgis.learn.toc.html#singleshotdetector)\n",
    "    * Fixes GIS login error when initializing with *Clay* backbones  \n",
    "  * [`MaskRCNN`](/python/api-reference/arcgis.learn.toc.html#maskrcnn)\n",
    "    * [`fit()`](/python/latest/api-reference/arcgis.learn.toc.html#arcgis.learn.MaskRCNN.fit)\n",
    "      * Fixes issue when training RGB imagery data greater than 8-bit  \n",
    "* [Pixel Classification Models](python/latest/api-reference/arcgis.learn.toc.html#pixel-classification-models)\n",
    "  * [`DeepLab`](/python/latest/api-reference/arcgis.learn.toc.html#deeplab)\n",
    "    * Fixes `TypeError` about keyword argument `default_cfg` when initializing object using *satlas* backbones\n",
    "  * [`MaXDeepLab`](/python/latest/api-reference/arcgis.learn.toc.html#maxdeeplab)\n",
    "    * Fixes `NameError` on *show_batch()* and *show_results()* caused by missing dependencies\n",
    "  * [`MMSegmentation`](/python/latest/api-reference/arcgis.learn.toc.html#arcgis.learn.MMSegmentation)\n",
    "    * Fixes `TypeError` failure on initialization with *prithvi100m* model  \n",
    "* [Image Translation Models](/python/api-reference/arcgis.learn.toc.html#image-translation-models)\n",
    "  * [`CycleGan`](/python/api-reference/arcgis.learn.toc.html#cyclegan)\n",
    "    * [`lr_find()`](/python/latest/api-reference/arcgis.learn.toc.html#arcgis.learn.CycleGAN.lr_find)\n",
    "      * Fixes `RuntimeError` because of expected match between input type and bias type\n",
    "  * [`Pix2Pix`](/python/api-reference/arcgis.learn.toc.html#pix2pix)\n",
    "    * [`lr_find()`](/python/api-reference/arcgis.learn.toc.html#aracgis.learn.Pix2Pix.lr_find)\n",
    "      * Fixes `OutOfMemory` error using data object set with *batch_size* not set\n",
    "  * [`SuperResolution`](/python/api-reference/arcgis.learn.toc.html#superresolution)\n",
    "    * [`lr_find()`](/python/latest/api-reference/arcgis.learn.toc.html#arcgis.learn.SuperResolution.lr_find)\n",
    "      * Fixes `OutOfMemoryError` when run on a model initialized from data with a *batch_size* not set\n",
    "  * [`ImageCaptioner`](/python/latest/api-reference/arcgis.learn.toc.html#imagecaptioner)\n",
    "    * [`bleu_score()`](/python/latest/api-reference/arcgis.learn.toc.html#arcgis.learn.ImageCaptioner.bleu_score)\n",
    "      * Fixes `AttributeError: 'float' object has not attribute 'item'` when running method   \n",
    "* [3d Models](/python/api-reference/arcgis.learn.toc/?highlight=pointcloud#d-models)\n",
    "  * [`MMDetection3D`](/python/api-reference/arcgis.learn.toc.html#arcgis.learn.MMDetection3D)\n",
    "    * Fixes issue where generic error is raised when more detailed message about Voxel size being too large should be returned \n",
    "  * [`PTv3Det`](/python/latest/api-reference/arcgis.learn.toc.html#ptv3det)\n",
    "    * [`predict_h5()`](/python/latest/api-reference/arcgis.learn.toc.html#arcgis.learn.PTv3Det.predict_h5)\n",
    "      * Fixes `AttributeError: 'InstanceData' object has not attribute 'bboxes_3d'` error when run against *PointCloud OD* datasets\n",
    "      * Fixes `IndexError` when the *detect_thresh* argument is set to 0.0\n",
    "* [Object Tracking Models](/python/api-reference/arcgis.learn.toc.html#object-tracking-models)\n",
    "  * [`SiamMask`](/python/api-reference/arcgis.learn.toc.html#siammask)\n",
    "    * [`fit()`](/python/latest/api-reference/arcgis.learn.toc.html#arcgis.learn.SiamMask.fit) and [`show_results()`](/python/latest/api-reference/arcgis.learn.toc.html#arcgis.learn.SiamMask.show_results)\n",
    "      * Fixes `ValueError` failure on both methods caused by *NumPy* and *OpenCv* format incompatibility\n",
    "* [Feature, Tabular, anad Timeseries models](/python/api-reference/arcgis.learn.toc.html#feature-tabular-and-timeseries-models)\n",
    "  * [`MLModel`](/python/api-reference/arcgis.learn.toc.html#mlmodel)\n",
    "    * [`predict()`](/python/latest/api-reference/arcgis.learn.toc.html#arcgis.learn.MLModel.predict)\n",
    "      * Fixes failure when *explain=True* while using gradient booster *model_type*\n",
    "    * [`save()`](/python/latest/api-reference/arcgis.learn.toc.html#arcgis.learn.MLModel.save)\n",
    "      * Fixes `AttributeError` about *fairness_label_encoder* after running bias mitigation operations\n",
    "* [Raster Time Series Models](/python/latest/api-reference/arcgis.learn.toc.html#raster-time-series-models)\n",
    "  * [`ClimaX`](/python/latest/api-reference/arcgis.learn.toc.html#arcgis.learn.ClimaX)\n",
    "    * Fixes `NameError` during initialization error with compatible *backbones*\n",
    "  * [`PSETAE`](/python/latest/api-reference/arcgis.learn.toc.html#psetae)\n",
    "    * [`fit()`](/python/latest/api-reference/arcgis.learn.toc.html#arcgis.learn.PSETAE.fit)\n",
    "      * Fixes issue where no metrics were being written to output file when saving trained model\n",
    "    * [`lr_find()`](/python/latest/api-reference/arcgis.learn.toc.html#arcgis.learn.PSETAE.lr_find)\n",
    "      * Fixes `OutOfMemoryError` when run on a model initialed with a *batch_size=None*    \n",
    "* [Unstructured Text Models](/python/api-reference/arcgis.learn.toc.html#unstructured-text-models)\n",
    "  * Fixes performance and truncation issues with longer text input\n",
    "  * [arcgis.learn.text module](/python/api-reference/arcgis.learn.toc.html#arcgis-learn-text-module)\n",
    "    * Fixes `AttributeError: 'TextDataObject'` has no attribute train_dl` error when initializing objects \n",
    "    * [`EntityRecognizer`](/python/api-reference/arcgis.learn.text.html#entityrecognizer)\n",
    "      * [`extract_entities()`](/python/latest/api-reference/arcgis.learn.text.html#arcgis.learn.text.EntityRecognizer.extract_entities)\n",
    "        * Fixes issue with address tag raising `KeyError: 'Address'` when running method \n",
    "    * [`TextClassifier`](/python/api-reference/arcgis.learn.text.html#textclassifier)\n",
    "      * [`predict()`](/python/latest/api-reference/arcgis.learn.text.html#arcgis.learn.text.TextClassifier.predict)\n",
    "        * Fixes error log being produced in output despite the method executing correctly  \n",
    "* [Inferencing Methods](/python/api-reference/arcgis.learn.toc.html#inferencing-methods)\n",
    "  * [`classify_objects`](/python/api-reference/arcgis.learn.toc.html#classify-objects)\n",
    "    * Fixes issue where no grad-cam visualization is created if *input_features* is not provided\n",
    "    * Fixes execution failure when running functions with *test time augmentation* and *explainability map (GRAD-CAM)* \n",
    "  * [`Embeddings`](/python/api-reference/arcgis.learn.toc.html#embeddings)\n",
    "    * [`visualize()`](/python/latest/api-reference/arcgis.learn.toc.html#arcgis.learn.Embeddings.visualize)\n",
    "      * Fixes `ValueError` when using image and more than 2 clusters  \n",
    "* [Model Management](/python/api-reference/arcgis.learn.toc.html#model-management)\n",
    "  * [`AIServiceConnection`](/python/latest/api-reference/arcgis.learn.toc.html#aiserviceconnection)\n",
    "    * [`get_dict()`](https://next.gha.afd.arcgis.com/python/latest/api-reference/arcgis.learn.toc.html#arcgis.learn.AIServiceConnection.get_dict)\n",
    "      *  Fixes failure because of mishandling object initialized with empty *secret* parameters"
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